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David Maxwell Chickering

4 papers · 2000–2004 · 1 venue · across top CS/AI venues

Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.

Achievements

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+3 more ↓ πŸ—ΊοΈ Taxonomy Completionist (13) πŸŒ‰ Interdisciplinary Bridge Β· Bronze 🐣 Hot Topic Early Bird 🌱 Topic Pioneer 🌟 Keyword Trendsetter Combo (12)
🧭 Keyword Pioneer πŸ“ˆ Trend Setter πŸš€ Conference Pioneer

Venues

JMLR (4)

Top co-authors

David Heckerman (2) Christopher Meek (2) Carl Kadie (1) Robert Rounthwaite (1)

Research topics

Machine Learning (4) Artificial Intelligence (3) Bayesian & Probabilistic Β· Artificial Intelligence (3) Core Methods (3) Optimization & Theory (2) Mathematics & Optimization (1) Bayesian & Probabilistic Β· Machine Learning (1) Core AI (1) Optimization (1)

Keywords

bayesian network (3) structure learning (3) probabilistic inference (1) causal discovery (1) collaborative filtering (1) greedy search (1) model averaging (1) graphical model (1) directed acyclic graph (1) equivalence class (1) discrete variable (1) dependency network (1) hidden variable (1) score equivalent (1) scoring criterion (1) causal inference (1) cyclic graph (1) model selection (1)

Papers

Large-Sample Learning of Bayesian Networks is NP-Hard JMLR 2004 Learning Equivalence Classes of Bayesian-Network Structures JMLR 2002 Optimal Structure Identification With Greedy Search JMLR 2002 Dependency Networks for Inference, Collaborative Filtering, and Data Visualization JMLR 2000